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from pathlib import Path | |
import openai | |
import pinecone | |
from llama_index import StorageContext, VectorStoreIndex, download_loader | |
from llama_index.vector_stores import PineconeVectorStore | |
from environments import PINECONE_API_KEY, PINECONE_INDEX, OPENAI_API_KEY | |
openai.api_key = OPENAI_API_KEY | |
print('Start Loading Data ...') | |
PagedCSVReader = download_loader("PagedCSVReader") | |
loader = PagedCSVReader(encoding="utf-8") | |
documents = loader.load_data(file=Path('train-assets/training-target-simple.csv')) | |
pinecone.init( | |
api_key=PINECONE_API_KEY, | |
environment='gcp-starter' | |
) | |
pinecone_index = pinecone.Index(PINECONE_INDEX) | |
vector_store = PineconeVectorStore(pinecone_index=pinecone_index) | |
storage_context = StorageContext.from_defaults(vector_store=vector_store) | |
index = VectorStoreIndex.from_documents(documents, storage_context=storage_context) | |
print('Done!') | |